{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "28c130b7-d9b6-43bf-aeae-fdb13a5142a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, glob, math, time\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['xtick.direction'] = 'in'\n",
    "plt.rcParams['ytick.direction'] = 'in'\n",
    "plt.rcParams['font.family'] = \"Times New Roman\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7d5ce0ba-46eb-458d-aaa9-eba57d95d256",
   "metadata": {},
   "outputs": [],
   "source": [
    "score_tr_ep = np.load('./results/score_tr_ep.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d744cf2c-d7a2-47a6-9627-8a23e0a22f09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_, ax = plt.subplots(figsize=(8, 6))\n",
    "ax.plot(score_tr_ep[:, 28], linestyle='-.', marker=\"^\", markersize=5, label='Inception Score')\n",
    "ax.plot(score_tr_ep[:, 29], linestyle='-.', marker=\"s\", markersize=5, label='Mode Score')\n",
    "ax.plot(score_tr_ep[:, 30], linestyle='-.', marker=\"8\", markersize=5, label='FID')\n",
    "ax.set_xlabel('Epoch')\n",
    "ax.set_ylabel('Score')\n",
    "ax.set_xlim(0, 26)\n",
    "ax.set_ylim(0, 1.65)\n",
    "ax.legend()\n",
    "plt.savefig(\"score_tr_ep.svg\", format=\"svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ce9a550-2e3d-4b66-9690-daed6b32f46c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:tf1.14.0]",
   "language": "python",
   "name": "conda-env-tf1.14.0-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
